Pandas Profiling Report

Dataset statistics

Number of variables	12
Number of observations	373142
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	34.2 MiB
Average record size in memory	96.0 B

Variable types

Numeric	9
Categorical	3

Alerts

`fps_lags` is highly correlated with `fps_mean`	High correlation
`dropped_frames_mean` is highly correlated with `dropped_frames_std` and 1 other fields	High correlation
`dropped_frames_std` is highly correlated with `dropped_frames_mean` and 1 other fields	High correlation
`dropped_frames_max` is highly correlated with `dropped_frames_mean` and 1 other fields	High correlation
`auto_fec_state` is highly correlated with `auto_fec_mean`	High correlation
`auto_fec_mean` is highly correlated with `auto_fec_state`	High correlation
`rtt_mean` is highly correlated with `rtt_std`	High correlation
`rtt_std` is highly correlated with `rtt_mean`	High correlation
`fps_mean` is highly correlated with `fps_std` and 1 other fields	High correlation
`fps_std` is highly correlated with `fps_mean`	High correlation
`rtt_mean` is highly skewed (γ1 = 23.84983086)	Skewed
`rtt_std` is highly skewed (γ1 = 54.33820743)	Skewed
`dropped_frames_mean` is highly skewed (γ1 = 66.68466981)	Skewed
`dropped_frames_std` is highly skewed (γ1 = 70.56907366)	Skewed
`dropped_frames_max` is highly skewed (γ1 = 55.38695193)	Skewed
`fps_std` has 64561 (17.3%) zeros	Zeros
`fps_lags` has 349405 (93.6%) zeros	Zeros
`rtt_std` has 6770 (1.8%) zeros	Zeros
`dropped_frames_mean` has 343748 (92.1%) zeros	Zeros
`dropped_frames_std` has 344002 (92.2%) zeros	Zeros
`dropped_frames_max` has 343748 (92.1%) zeros	Zeros
`auto_fec_mean` has 42564 (11.4%) zeros	Zeros

Reproduction

Analysis started	2022-10-02 19:54:38.515986
Analysis finished	2022-10-02 19:55:04.568068
Duration	26.05 seconds
Software version	pandas-profiling v3.3.0
Download configuration	config.json

fps_mean
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	682
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.06981203

Minimum	0
Maximum	127.1
Zeros	579
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	2.8 MiB

Quantile statistics

Minimum	0
5-th percentile	23.5
Q1	28.2
median	30
Q3	44.1
95-th percentile	57.6
Maximum	127.1
Range	127.1
Interquartile range (IQR)	15.9

Descriptive statistics

Standard deviation	11.39201155
Coefficient of variation (CV)	0.3248381127
Kurtosis	-0.3254180592
Mean	35.06981203
Median Absolute Deviation (MAD)	3.9
Skewness	0.7298250765
Sum	13086019.8
Variance	129.7779272
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30	59079	15.8%
29.9	14899	4.0%
29.8	8764	2.3%
29.7	6567	1.8%
30.1	6020	1.6%
29.6	5424	1.5%
29.5	4676	1.3%
29.4	3927	1.1%
25	3913	1.0%
29.3	3397	0.9%
Other values (672)	256476	68.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	579	0.2%
0.1	8	< 0.1%
0.2	6	< 0.1%
0.3	3	< 0.1%
0.4	9	< 0.1%
0.5	5	< 0.1%
0.6	5	< 0.1%
0.7	5	< 0.1%
0.8	7	< 0.1%
0.9	3	< 0.1%

Value	Count	Frequency (%)
127.1	1	< 0.1%
125.8	1	< 0.1%
111	1	< 0.1%
102.7	1	< 0.1%
98.7	1	< 0.1%
95.4	1	< 0.1%
91.8	1	< 0.1%
83.7	1	< 0.1%
83	1	< 0.1%
80.2	1	< 0.1%

fps_std
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	23910
Distinct (%)	6.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.489202809

Minimum	0
Maximum	312.5408418
Zeros	64561
Zeros (%)	17.3%
Negative	0
Negative (%)	0.0%
Memory size	2.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.4216370214
median	1.229272594
Q3	2.836272985
95-th percentile	9.890511727
Maximum	312.5408418
Range	312.5408418
Interquartile range (IQR)	2.414635963

Descriptive statistics

Standard deviation	3.80523841
Coefficient of variation (CV)	1.52869762
Kurtosis	377.5371754
Mean	2.489202809
Median Absolute Deviation (MAD)	0.9206628052
Skewness	7.748795453
Sum	928826.1145
Variance	14.47983936
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	64561	17.3%
0.316227766	6147	1.6%
0.316227766	4766	1.3%
0.316227766	3998	1.1%
0.316227766	3950	1.1%
0.316227766	3034	0.8%
0.4216370214	2034	0.5%
0.4714045208	1962	0.5%
0.4216370214	1945	0.5%
0.9486832981	1930	0.5%
Other values (23900)	278815	74.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	64561	17.3%
0.316227766	202	0.1%
0.316227766	4766	1.3%
0.316227766	3034	0.8%
0.316227766	3950	1.1%
0.316227766	2	< 0.1%
0.316227766	6147	1.6%
0.316227766	3998	1.1%
0.316227766	408	0.1%
0.316227766	156	< 0.1%

Value	Count	Frequency (%)
312.5408418	1	< 0.1%
307.1672726	1	< 0.1%
307.0061346	1	< 0.1%
151.7123008	1	< 0.1%
148.898959	1	< 0.1%
141.1563751	1	< 0.1%
139.6567618	1	< 0.1%
103.2735849	1	< 0.1%
98.05718286	1	< 0.1%
96.99765175	1	< 0.1%

fps_lags
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.09737043806

Minimum	0
Maximum	10
Zeros	349405
Zeros (%)	93.6%
Negative	0
Negative (%)	0.0%
Memory size	2.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	10
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.5675633914
Coefficient of variation (CV)	5.828908677
Kurtosis	191.4111136
Mean	0.09737043806
Median Absolute Deviation (MAD)	0
Skewness	12.28201418
Sum	36333
Variance	0.3221282032
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	349405	93.6%
1	19459	5.2%
2	2384	0.6%
10	672	0.2%
3	570	0.2%
4	203	0.1%
5	175	< 0.1%
6	97	< 0.1%
8	64	< 0.1%
7	61	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	349405	93.6%
1	19459	5.2%
2	2384	0.6%
3	570	0.2%
4	203	0.1%
5	175	< 0.1%
6	97	< 0.1%
7	61	< 0.1%
8	64	< 0.1%
9	52	< 0.1%

Value	Count	Frequency (%)
10	672	0.2%
9	52	< 0.1%
8	64	< 0.1%
7	61	< 0.1%
6	97	< 0.1%
5	175	< 0.1%
4	203	0.1%
3	570	0.2%
2	2384	0.6%
1	19459	5.2%

rtt_mean
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct	6078
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	57.28192082

Minimum	0
Maximum	12898.4
Zeros	919
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	2.8 MiB

Quantile statistics

Minimum	0
5-th percentile	5.4
Q1	16
median	34
Q3	59.2
95-th percentile	192.9
Maximum	12898.4
Range	12898.4
Interquartile range (IQR)	43.2

Descriptive statistics

Standard deviation	135.6887139
Coefficient of variation (CV)	2.368787777
Kurtosis	1048.927412
Mean	57.28192082
Median Absolute Deviation (MAD)	19.9
Skewness	23.84983086
Sum	21374290.5
Variance	18411.42707
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13.1	1043	0.3%
13.4	1016	0.3%
13.3	997	0.3%
5.4	991	0.3%
13.2	989	0.3%
13	971	0.3%
5.3	962	0.3%
5.2	959	0.3%
12.9	954	0.3%
5.5	949	0.3%
Other values (6068)	363311	97.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	919	0.2%
0.2	1	< 0.1%
0.3	5	< 0.1%
0.4	2	< 0.1%
0.5	6	< 0.1%
0.6	2	< 0.1%
0.7	9	< 0.1%
0.8	6	< 0.1%
0.9	3	< 0.1%
1	10	< 0.1%

Value	Count	Frequency (%)
12898.4	1	< 0.1%
10591	1	< 0.1%
9795	1	< 0.1%
9021.4	1	< 0.1%
8661.1	1	< 0.1%
8360.1	1	< 0.1%
7836	1	< 0.1%
7469.2	1	< 0.1%
7191.8	1	< 0.1%
7169	1	< 0.1%

rtt_std
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	65454
Distinct (%)	17.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.22966567

Minimum	0
Maximum	40721.93329
Zeros	6770
Zeros (%)	1.8%
Negative	0
Negative (%)	0.0%
Memory size	2.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0.4216370214
Q1	0.7888106377
median	1.712697677
Q3	6.196773354
95-th percentile	47.54591348
Maximum	40721.93329
Range	40721.93329
Interquartile range (IQR)	5.407962716

Descriptive statistics

Standard deviation	163.1101173
Coefficient of variation (CV)	7.683122281
Kurtosis	10634.61935
Mean	21.22966567
Median Absolute Deviation (MAD)	1.196299898
Skewness	54.33820743
Sum	7921679.907
Variance	26604.91037
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6770	1.8%
0.4830458915	2611	0.7%
0.5163977795	2407	0.6%
0.4216370214	2191	0.6%
0.316227766	2134	0.6%
0.5163977795	1960	0.5%
0.5676462122	1834	0.5%
0.6749485577	1783	0.5%
0.316227766	1732	0.5%
0.6992058988	1641	0.4%
Other values (65444)	348079	93.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6770	1.8%
0.316227766	2	< 0.1%
0.316227766	2	< 0.1%
0.316227766	3	< 0.1%
0.316227766	8	< 0.1%
0.316227766	2	< 0.1%
0.316227766	27	< 0.1%
0.316227766	35	< 0.1%
0.316227766	29	< 0.1%
0.316227766	241	0.1%

Value	Count	Frequency (%)
40721.93329	1	< 0.1%
6025.531078	1	< 0.1%
5769.017083	1	< 0.1%
5596.695096	1	< 0.1%
5413.64582	1	< 0.1%
5215.541693	1	< 0.1%
5123.838632	1	< 0.1%
4986.047833	1	< 0.1%
4969.887251	1	< 0.1%
4931.598794	1	< 0.1%

dropped_frames_mean
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	915
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	346235.0058

Minimum	0
Maximum	2097288600
Zeros	343748
Zeros (%)	92.1%
Negative	0
Negative (%)	0.0%
Memory size	2.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4.5
Maximum	2097288600
Range	2097288600
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	20301923.45
Coefficient of variation (CV)	58.63625313
Kurtosis	4776.169824
Mean	346235.0058
Median Absolute Deviation (MAD)	0
Skewness	66.68466981
Sum	1.291948226 × 10¹¹
Variance	4.121680956 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	343748	92.1%
3.3	928	0.2%
3.4	906	0.2%
3.5	717	0.2%
3.2	595	0.2%
3.6	580	0.2%
6	442	0.1%
6.6	428	0.1%
0.1	420	0.1%
3.7	417	0.1%
Other values (905)	23961	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	343748	92.1%
0.1	420	0.1%
0.2	133	< 0.1%
0.3	108	< 0.1%
0.4	120	< 0.1%
0.5	105	< 0.1%
0.6	121	< 0.1%
0.7	120	< 0.1%
0.8	110	< 0.1%
0.9	115	< 0.1%

Value	Count	Frequency (%)
2097288600	1	< 0.1%
1936746000	1	< 0.1%
1936091400	1	< 0.1%
1799290200	1	< 0.1%
1735023100	2	< 0.1%
1684955400	1	< 0.1%
1682201200	1	< 0.1%
1667911200	1	< 0.1%
1665420800	1	< 0.1%
1639707880	1	< 0.1%

dropped_frames_std
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	6578
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	149161.6745

Minimum	0
Maximum	996375136.4
Zeros	344002
Zeros (%)	92.2%
Negative	0
Negative (%)	0.0%
Memory size	2.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	13.28156617
Maximum	996375136.4
Range	996375136.4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	9614594.737
Coefficient of variation (CV)	64.45754091
Kurtosis	5302.137749
Mean	149161.6745
Median Absolute Deviation (MAD)	0
Skewness	70.56907366
Sum	5.565848556 × 10¹⁰
Variance	9.244043196 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	344002	92.2%
10.43551628	917	0.2%
11.06797181	700	0.2%
10.75174404	624	0.2%
10.11928851	585	0.2%
11.38419958	568	0.2%
0.316227766	422	0.1%
11.70042734	409	0.1%
18.97366596	374	0.1%
18.65743819	351	0.1%
Other values (6568)	24190	6.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	344002	92.2%
0.316227766	422	0.1%
0.4216370214	1	< 0.1%
0.4216370214	5	< 0.1%
0.4830458915	17	< 0.1%
0.4830458915	1	< 0.1%
0.5163977795	1	< 0.1%
0.5163977795	5	< 0.1%
0.5163977795	2	< 0.1%
0.5270462767	3	< 0.1%

Value	Count	Frequency (%)
996375136.4	1	< 0.1%
988728405.3	1	< 0.1%
935537198.3	1	< 0.1%
902305725.8	1	< 0.1%
864826861.5	1	< 0.1%
851095768.9	1	< 0.1%
838095780.2	1	< 0.1%
825622032.5	1	< 0.1%
824661111.7	1	< 0.1%
815553396.8	1	< 0.1%

dropped_frames_max
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	374
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	522273.6655

Minimum	0
Maximum	2097288600
Zeros	343748
Zeros (%)	92.1%
Negative	0
Negative (%)	0.0%
Memory size	2.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	39
Maximum	2097288600
Range	2097288600
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	27490801.77
Coefficient of variation (CV)	52.63677567
Kurtosis	3184.846192
Mean	522273.6655
Median Absolute Deviation (MAD)	0
Skewness	55.38695193
Sum	1.948822401 × 10¹¹
Variance	7.55744182 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	343748	92.1%
33	1185	0.3%
34	1119	0.3%
35	858	0.2%
60	807	0.2%
36	752	0.2%
32	683	0.2%
59	679	0.2%
48	542	0.1%
37	525	0.1%
Other values (364)	22244	6.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	343748	92.1%
1	468	0.1%
2	134	< 0.1%
3	111	< 0.1%
4	126	< 0.1%
5	106	< 0.1%
6	128	< 0.1%
7	116	< 0.1%
8	112	< 0.1%
9	120	< 0.1%

Value	Count	Frequency (%)
2097288600	2	< 0.1%
1936746000	4	< 0.1%
1936091400	2	< 0.1%
1852796200	3	< 0.1%
1799290200	2	< 0.1%
1763838200	1	< 0.1%
1735023100	10	< 0.1%
1684955400	3	< 0.1%
1682201200	5	< 0.1%
1667911200	6	< 0.1%

auto_bitrate_state
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.8 MiB

1	299958
2	72774
3	410

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	373142
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	299958	80.4%
2	72774	19.5%
3	410	0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
1	299958	80.4%
2	72774	19.5%
3	410	0.1%

Most occurring characters

Value	Count	Frequency (%)
1	299958	80.4%
2	72774	19.5%
3	410	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	373142	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	299958	80.4%
2	72774	19.5%
3	410	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	373142	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	299958	80.4%
2	72774	19.5%
3	410	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	373142	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	299958	80.4%
2	72774	19.5%
3	410	0.1%

auto_fec_state
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.8 MiB

1	330578
2	42564

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	373142
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	330578	88.6%
2	42564	11.4%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
1	330578	88.6%
2	42564	11.4%

Most occurring characters

Value	Count	Frequency (%)
1	330578	88.6%
2	42564	11.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	373142	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	330578	88.6%
2	42564	11.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	373142	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	330578	88.6%
2	42564	11.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	373142	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	330578	88.6%
2	42564	11.4%

auto_fec_mean
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	118
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.95277937

Minimum	0
Maximum	250
Zeros	42564
Zeros (%)	11.4%
Negative	0
Negative (%)	0.0%
Memory size	2.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	50
median	50
Q3	50
95-th percentile	100
Maximum	250
Range	250
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	35.50679906
Coefficient of variation (CV)	0.6834436865
Kurtosis	8.717465395
Mean	51.95277937
Median Absolute Deviation (MAD)	0
Skewness	2.406901665
Sum	19385764
Variance	1260.732779
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	285064	76.4%
0	42564	11.4%
100	20554	5.5%
200	13457	3.6%
20	6747	1.8%
40	2663	0.7%
60	235	0.1%
22	159	< 0.1%
42	133	< 0.1%
44	82	< 0.1%
Other values (108)	1484	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	42564	11.4%
4	2	< 0.1%
5	19	< 0.1%
6	1	< 0.1%
8	5	< 0.1%
10	26	< 0.1%
12	2	< 0.1%
14	1	< 0.1%
15	17	< 0.1%
20	6747	1.8%

Value	Count	Frequency (%)
250	7	< 0.1%
235	1	< 0.1%
230	1	< 0.1%
220	1	< 0.1%
210	1	< 0.1%
200	13457	3.6%
195	2	< 0.1%
190	14	< 0.1%
185	24	< 0.1%
182	2	< 0.1%

stream_quality
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.8 MiB

0	349288
1	23854

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	373142
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	349288	93.6%
1	23854	6.4%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	349288	93.6%
1	23854	6.4%

Most occurring characters

Value	Count	Frequency (%)
0	349288	93.6%
1	23854	6.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	373142	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	349288	93.6%
1	23854	6.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	373142	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	349288	93.6%
1	23854	6.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	373142	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	349288	93.6%
1	23854	6.4%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	fps_mean	fps_std	rtt_mean	rtt_std	auto_bitrate_state	auto_fec_state	auto_fec_mean
0	24.4	0.516398	91.1	6.723921	1	1	50.0
1	28.6	2.065591	99.7	15.923777	1	1	50.0
2	30.0	0.000000	98.1	11.798776	1	1	50.0
3	30.3	0.948683	99.4	13.014522	1	1	50.0
4	29.9	0.316228	123.2	62.476307	1	1	50.0
5	29.5	1.649916	131.2	114.257798	1	1	50.0
6	24.3	0.483046	98.3	16.499495	1	1	50.0
7	24.5	0.971825	141.9	103.814418	1	1	50.0
8	30.0	0.000000	107.5	18.733511	1	1	50.0
9	30.0	0.471405	108.2	10.952422	1	1	50.0

Last rows

	fps_mean	fps_std	rtt_mean	rtt_std	dropped_frames_mean	dropped_frames_std	dropped_frames_max	auto_bitrate_state	auto_fec_state	auto_fec_mean
373132	55.0	3.126944	119.6	0.516398	0.0	0.000000	0.0	2	1	50.0
373133	54.6	5.680376	119.5	0.707107	0.0	0.000000	0.0	2	1	50.0
373134	54.7	1.059350	119.9	0.875595	0.0	0.000000	0.0	2	1	50.0
373135	53.9	1.370320	119.7	0.483046	0.0	0.000000	0.0	2	1	50.0
373136	53.2	3.425395	123.4	12.167352	0.0	0.000000	0.0	2	1	50.0
373137	48.3	12.302213	119.3	0.674949	8.5	26.879360	85.0	2	1	50.0
373138	48.7	8.957306	119.8	0.788811	6.8	21.503488	68.0	2	1	50.0
373139	54.2	7.099296	119.4	0.516398	0.0	0.000000	0.0	2	1	50.0
373140	49.5	7.575545	120.0	0.816497	0.0	0.000000	0.0	2	1	50.0
373141	44.9	7.723701	107.4	37.739458	0.0	0.000000	0.0	2	1	50.0

Overview

Variables

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Phik (φk)

Missing values

Sample

First rows

Last rows